Super-Resolution on Set14 - 3x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Hi-IR-L	0.8616	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	HMA†	0.8585	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
3	HAT-L	0.8584	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
4	HAT	0.8576	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	SwinFIR	0.8566	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
6	CPAT+	0.8559	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
7	CPAT	0.8557	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	DRLN+	0.8498	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
9	SwinOIR	0.8493	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
10	ML-CrAIST	0.8488	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
11	HAN+	0.8487	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
12	CSNLN	0.8482	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
13	ML-CrAIST-Li	0.8474	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
14	RED30	0.8341	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
15	PMRN+	0.8087	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-

#1Hi-IR-LSOTA
0.8616
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2HMA†SOTA
0.8585
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#3HAT-LSOTA
0.8584
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#4HAT
0.8576
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5SwinFIR
0.8566
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#6CPAT+
0.8559
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#7CPAT
0.8557
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8DRLN+SOTA
0.8498
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#9SwinOIR
0.8493
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#10ML-CrAIST
0.8488
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#11HAN+
0.8487
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#12CSNLN
0.8482
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#13ML-CrAIST-Li
0.8474
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#14RED30SOTA
0.8341
SSIM· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#15PMRN+
0.8087
SSIM· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution